machine-learning-interpretability

Star

Here are 13 public repositories matching this topic...

interpretml / interpret

Star

Open

Interpret

wh3nd1g0h commented Jul 29, 2020

Yes

good first issue

jphall663 / awesome-machine-learning-interpretability

Star

A curated list of awesome machine learning interpretability resources.

python data-science machine-learning data-mining awesome r awesome-list transparency fairness accountability interpretability interpretable-deep-learning interpretable-ai interpretable-ml explainable-ml xai fatml interpretable-machine-learning iml machine-learning-interpretability

Updated Aug 19, 2020

jphall663 / interpretable_machine_learning_with_python

Star

Examples of techniques for training interpretable ML models, explaining ML models, and debugging ML models for accuracy, discrimination, and security.

python data-science machine-learning data-mining h2o gradient-boosting-machine transparency decision-tree fairness lime accountability interpretability interpretable-ai interpretable-ml xai fatml interpretable interpretable-machine-learning iml machine-learning-interpretability

Updated Aug 11, 2020
Jupyter Notebook

h2oai / mli-resources

Star

H2O.ai Machine Learning Interpretability Resources

python data-science machine-learning data-mining h2o xgboost transparency jupyter-notebooks fairness accountability interpretability interpretable-ai interpretable-ml explainable-ml mli xai fatml interpretable-machine-learning iml machine-learning-interpretability

Updated May 22, 2020
Jupyter Notebook

jphall663 / diabetes_use_case

Star

Sample use case for Xavier AI in Healthcare conference: https://www.xavierhealth.org/ai-summit-day2/

python data-science machine-learning data-mining healthcare xgboost transparency interpretability interpretable-ml explainable-ml xai interpretable-machine-learning iml machine-learning-interpretability

Updated Sep 7, 2018
Jupyter Notebook

jphall663 / hc_ml

Star

Slides, videos and other potentially useful artifacts from various presentations on responsible machine learning.

data-science machine-learning data-mining transparency fairness accountability interpretability interpretable-ai interpretable-ml explainable-ai explainable-ml xai fatml interpretable-machine-learning iml machine-learning-interpretability fairness-ai fairness-ml

Updated Nov 19, 2019
TeX

navdeep-G / interpretable-ml

Star

Techniques & resources for training interpretable ML models, explaining ML models, and debugging ML models.

python data-science machine-learning data-mining gradient-boosting-machine transparency decision-trees fairness lime accountability interpretability interpretable-ai interpretable-ml xai fatml interpretable interpretable-machine-learning iml machine-learning-interpretability

Updated Jul 15, 2020
Jupyter Notebook

h2oai / article-information-2019

Star

Article for Special Edition of Information: Machine Learning with Python

python data-science machine-learning interpretable-ai interpretable-ml explainable-ai explainable-ml xai fatml fairness-testing interpretable-machine-learning iml machine-learning-interpretability fairness-ai fairness-ml

Updated May 6, 2020
Jupyter Notebook

jphall663 / jsm_2018_paper

Star

Paper for 2018 Joint Statistical Meetings: https://ww2.amstat.org/meetings/jsm/2018/onlineprogram/AbstractDetails.cfm?abstractid=329539

python data-science machine-learning data-mining transparency interpretability interpretable-ai interpretable-ml explainable-ml xai fatml interpretable-machine-learning iml machine-learning-interpretability

Updated Dec 7, 2018
TeX

12wang3 / mllp

Star

The code of AAAI 2020 paper "Transparent Classification with Multilayer Logical Perceptrons and Random Binarization".

machine-learning transparency aaai interpretability rule-based interpretable-ai interpretable-ml explainable-ai explainable-ml xai interpretable-machine-learning iml machine-learning-interpretability explainability rule-sets interpretml transparent-ml

Updated Feb 19, 2020
Python

poloclub / telegam

Star

TeleGam: Combining Visualization and Verbalization for Interpretable Machine Learning

machine-learning data-visualization machine-learning-interpretability

Updated Aug 11, 2019
JavaScript

akifcinar / Machine_Learning_Interpretability

Star

Overview of machine learning interpretation techniques and their implementations

python data-science machine-learning transparency interpretation interpretability model-interpretation interpretable-ai interpretable-ml mli xai interpretable-machine-learning machine-learning-interpretability interpretable-classifcation

Updated Aug 22, 2019
Jupyter Notebook

DiegoUsaiUK / Propensity_Modelling

Star

Predicting the Likelihood to Purchase a Financial Product Following a Direct Marketing Campaign

data-mining business-intelligence model-selection behaviour likelihood optimisation exploratory-analysis insight business-analytics marketing-campaigns machine-learning-interpretability propensity-modelling

Updated May 12, 2020
R

Improve this page

Add a description, image, and links to the machine-learning-interpretability topic page so that developers can more easily learn about it.

Curate this topic

Add this topic to your repo

To associate your repository with the machine-learning-interpretability topic, visit your repo's landing page and select "manage topics."

Learn more